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NVIDIA Triton Inference Server Organization

NVIDIA Triton Inference Server provides a cloud and edge inferencing solution optimized for both CPUs and GPUs.

This top level GitHub organization host repositories for officially supported backends, including TensorRT, TensorFlow, PyTorch, Python, ONNX Runtime, and OpenVino. The organization also hosts several popular Triton tools, including:

  • Model Analyzer: A tool to analyze the runtime performance of a model and provide an optimized model configuration for Triton Inference Server.

  • Model Navigator: a tool that provides the ability to automate the process of moving a model from source to optimal format and configuration for deployment on Triton Inference Server.

Getting Started

To learn about NVIDIA Triton Inference Server, refer to the Triton developer page and read our Quickstart Guide. Official Triton Docker containers are available from NVIDIA NGC.

Product Documentation

User documentation on Triton features, APIs, and architecture is located in the server documents on GitHub. A table of contents for the user documentation is located in the server README file.

Release Notes, Support Matrix, and Licenses information are available in the NVIDIA Triton Inference Server Documentation.

Examples

Specific end-to-end examples for popular models, such as ResNet, BERT, and DLRM are located in the NVIDIA Deep Learning Examples page on GitHub. Additional generic examples can be found in the server documents.

Feedback

Share feedback or ask questions about NVIDIA Triton Inference Server by filing a GitHub issue.

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  1. server server Public

    The Triton Inference Server provides an optimized cloud and edge inferencing solution.

    Python 8k 1.4k

  2. core core Public

    The core library and APIs implementing the Triton Inference Server.

    C++ 101 96

  3. backend backend Public

    Common source, scripts and utilities for creating Triton backends.

    C++ 276 84

  4. client client Public

    Triton Python, C++ and Java client libraries, and GRPC-generated client examples for go, java and scala.

    C++ 544 225

  5. model_analyzer model_analyzer Public

    Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.

    Python 417 74

  6. model_navigator model_navigator Public

    Triton Model Navigator is an inference toolkit designed for optimizing and deploying Deep Learning models with a focus on NVIDIA GPUs.

    Python 175 24

Repositories

Showing 10 of 35 repositories
  • triton-inference-server/perf_analyzer’s past year of commit activity
    C++ 7 BSD-3-Clause 2 2 7 Updated Sep 5, 2024
  • server Public

    The Triton Inference Server provides an optimized cloud and edge inferencing solution.

    triton-inference-server/server’s past year of commit activity
    Python 7,986 BSD-3-Clause 1,435 539 (1 issue needs help) 53 Updated Sep 5, 2024
  • tensorflow_backend Public

    The Triton backend for TensorFlow.

    triton-inference-server/tensorflow_backend’s past year of commit activity
    C++ 44 BSD-3-Clause 18 0 3 Updated Sep 5, 2024
  • pytorch_backend Public

    The Triton backend for the PyTorch TorchScript models.

    triton-inference-server/pytorch_backend’s past year of commit activity
    C++ 116 BSD-3-Clause 43 0 4 Updated Sep 5, 2024
  • onnxruntime_backend Public

    The Triton backend for the ONNX Runtime.

    triton-inference-server/onnxruntime_backend’s past year of commit activity
    C++ 121 BSD-3-Clause 54 69 3 Updated Sep 5, 2024
  • tutorials Public

    This repository contains tutorials and examples for Triton Inference Server

    triton-inference-server/tutorials’s past year of commit activity
    Python 518 BSD-3-Clause 88 8 15 Updated Sep 4, 2024
  • triton-inference-server/vllm_backend’s past year of commit activity
    Python 166 BSD-3-Clause 14 0 3 Updated Sep 4, 2024
  • core Public

    The core library and APIs implementing the Triton Inference Server.

    triton-inference-server/core’s past year of commit activity
    C++ 101 BSD-3-Clause 96 0 20 Updated Sep 4, 2024
  • third_party Public

    Third-party source packages that are modified for use in Triton.

    triton-inference-server/third_party’s past year of commit activity
    C 6 BSD-3-Clause 50 0 5 Updated Sep 5, 2024
  • tensorrtllm_backend Public

    The Triton TensorRT-LLM Backend

    triton-inference-server/tensorrtllm_backend’s past year of commit activity
    Python 646 Apache-2.0 93 241 (1 issue needs help) 16 Updated Sep 5, 2024